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Inductive logic programming at 30 [PDF]

open access: yesarXiv, 2021
Inductive logic programming (ILP) is a form of logic-based machine learning. The goal is to induce a hypothesis (a logic program) that generalises given training examples. As ILP turns 30, we review the last decade of research. We focus on (i) new meta-level search methods, (ii) techniques for learning recursive programs, (iii) new approaches for ...
Andrew Cropper   +3 more
arxiv   +5 more sources

A History of Probabilistic Inductive Logic Programming [PDF]

open access: yesFrontiers in Robotics and AI, 2014
The field of Probabilistic Logic Programming (PLP) has seen significant advances in the last 20 years, with many proposals for languages that combine probability with logic programming.
Fabrizio eRiguzzi   +2 more
doaj   +4 more sources

The Prioritized Inductive Logic Programs [PDF]

open access: yesarXiv, 2002
The limit behavior of inductive logic programs has not been explored, but when considering incremental or online inductive learning algorithms which usually run ongoingly, such behavior of the programs should be taken into account. An example is given to show that some inductive learning algorithm may not be correct in the long run if the limit ...
Ma, Shilong, Sui, Yuefei, Xu, Ke
arxiv   +3 more sources

Rule Learning over Knowledge Graphs: A Review [PDF]

open access: yesTransactions on Graph Data and Knowledge, 2023
Compared to black-box neural networks, logic rules express explicit knowledge, can provide human-understandable explanations for reasoning processes, and have found their wide application in knowledge graphs and other downstream tasks.
Wu, Hong   +4 more
doaj   +1 more source

المنطق الماصدقي: تاريخه وخصائصه وتطبيقاته [PDF]

open access: yesMaǧallaẗ Kulliyyaẗ Al-ādāb Ǧāmiʿaẗ Būrsaʿīd, 2022
لم يُعرف التمييز بين حدي القضية - المفهوم والماصدق - بشکلٍ انفصالي کلٌ على حدة إلاَّ في وقتٍ متأخر؛ فکل قضية تتکون من حدين هما المفهوم والماصدق، والعلاقة بينهما عکسية کما نعلم؛ کلما زاد المفهوم قل الماصدق والعکس، لکن هذا لا يعني القول بأحدهما فقط دون ...
محمد سيد محمد أبوالعلا
doaj   +1 more source

Extending Coinductive Logic Programming with Co-Facts [PDF]

open access: yesElectronic Proceedings in Theoretical Computer Science, 2017
We introduce a generalized logic programming paradigm where programs, consisting of facts and rules with the usual syntax, can be enriched by co-facts, which syntactically resemble facts but have a special meaning.
Davide Ancona   +2 more
doaj   +1 more source

Program Logics for Homogeneous Generative Run-Time Meta-Programming [PDF]

open access: yesLogical Methods in Computer Science, 2015
This paper provides the first program logic for homogeneous generative run-time meta-programming---using a variant of MiniML by Davies and Pfenning as its underlying meta-programming language.
Martin Berger, Laurence Tratt
doaj   +1 more source

Knowledge Discovery in Variant Databases Using Inductive Logic Programming

open access: yesBioinformatics and Biology Insights, 2013
Understanding the effects of genetic variation on the phenotype of an individual is a major goal of biomedical research, especially for the development of diagnostics and effective therapeutic solutions.
Hoan Nguyen   +3 more
doaj   +2 more sources

Induction of Non-monotonic Logic Programs To Explain Statistical Learning Models [PDF]

open access: yesElectronic Proceedings in Theoretical Computer Science, 2019
We present a fast and scalable algorithm to induce non-monotonic logic programs from statistical learning models. We reduce the problem of search for best clauses to instances of the High-Utility Itemset Mining (HUIM) problem.
Farhad Shakerin
doaj   +1 more source

Design and Implementation of Switched Capacitor Banks Controlled by a Programmable Logic Controller for Power Factor Improvement of Three-Phase Induction Motors

open access: yesNUML International Journal of Engineering and Computing, 2023
Industries widely use three-phase inductive loads, such as induction motors, due to their cost-effectiveness, low maintenance, reliability, and durability.
Amir Hamza   +4 more
doaj   +1 more source

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